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The Unusual Effectiveness of Averaging in GAN Training
v1v2 (latest)

The Unusual Effectiveness of Averaging in GAN Training

12 June 2018
Yasin Yazici
Chuan-Sheng Foo
Stefan Winkler
Kim-Hui Yap
Georgios Piliouras
V. Chandrasekhar
ArXiv (abs)PDFHTMLGithub (30★)

Papers citing "The Unusual Effectiveness of Averaging in GAN Training"

50 / 97 papers shown
Adversarial Flow Models
Adversarial Flow Models
Shanchuan Lin
Ceyuan Yang
Zhijie Lin
Hao Chen
Haoqi Fan
GAN
222
2
0
10 Apr 2026
A Stable Whitening Optimizer for Efficient Neural Network Training
A Stable Whitening Optimizer for Efficient Neural Network Training
Kevin Frans
Sergey Levine
Pieter Abbeel
513
8
0
08 Jun 2025
Fault Detection in New Wind Turbines with Limited Data by Generative Transfer Learning
Fault Detection in New Wind Turbines with Limited Data by Generative Transfer LearningEnergy and AI (EA), 2025
S. Jonas
Angela Meyer
AI4CE
292
0
0
24 Apr 2025
Data Cleansing for GANs
Data Cleansing for GANsIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025
Naoyuki Terashita
Hiroki Ohashi
Satoshi Hara
AAML
430
3
0
01 Apr 2025
When, Where and Why to Average Weights?
When, Where and Why to Average Weights?International Conference on Machine Learning (ICML), 2025
Niccolò Ajroldi
Antonio Orvieto
Jonas Geiping
MoMe
653
4
0
10 Feb 2025
Radiologist-in-the-Loop Self-Training for Generalizable CT Metal Artifact Reduction
Radiologist-in-the-Loop Self-Training for Generalizable CT Metal Artifact ReductionIEEE Transactions on Medical Imaging (IEEE TMI), 2025
Chenglong Ma
Zilong Li
Yongqian Li
Jing Han
Junping Zhang
Yi Zhang
Jiannan Liu
Hongming Shan
294
8
0
28 Jan 2025
Towards Identifiable Unsupervised Domain Translation: A Diversified Distribution Matching Approach
Towards Identifiable Unsupervised Domain Translation: A Diversified Distribution Matching Approach
Sagar Shrestha
Xiao Fu
424
5
0
18 Jan 2024
Analyzing and Improving the Training Dynamics of Diffusion Models
Analyzing and Improving the Training Dynamics of Diffusion ModelsComputer Vision and Pattern Recognition (CVPR), 2023
Tero Karras
M. Aittala
J. Lehtinen
Janne Hellsten
Timo Aila
S. Laine
563
379
0
05 Dec 2023
Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning
  and Autoregression
Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning and AutoregressionInternational Conference on Learning Representations (ICLR), 2023
Adam Block
Dylan J. Foster
Akshay Krishnamurthy
Max Simchowitz
Cyril Zhang
319
11
0
17 Oct 2023
DUAW: Data-free Universal Adversarial Watermark against Stable Diffusion
  Customization
DUAW: Data-free Universal Adversarial Watermark against Stable Diffusion Customization
Xiaoyu Ye
Hao Huang
Jiaqi An
Yongtao Wang
WIGM
253
28
0
19 Aug 2023
PDE-Refiner: Achieving Accurate Long Rollouts with Neural PDE Solvers
PDE-Refiner: Achieving Accurate Long Rollouts with Neural PDE SolversNeural Information Processing Systems (NeurIPS), 2023
Phillip Lippe
Bastiaan S. Veeling
P. Perdikaris
Richard Turner
Johannes Brandstetter
DiffMAI4CE
575
169
0
10 Aug 2023
CellGAN: Conditional Cervical Cell Synthesis for Augmenting
  Cytopathological Image Classification
CellGAN: Conditional Cervical Cell Synthesis for Augmenting Cytopathological Image ClassificationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Zhenrong Shen
Mao-Hong Cao
Sheng Wang
Lichi Zhang
Qian Wang
MedIm
270
11
0
12 Jul 2023
PCF-GAN: generating sequential data via the characteristic function of
  measures on the path space
PCF-GAN: generating sequential data via the characteristic function of measures on the path spaceNeural Information Processing Systems (NeurIPS), 2023
Hang Lou
Siran Li
Hao Ni
AI4TS
260
15
0
21 May 2023
Synthesizing Anyone, Anywhere, in Any Pose
Synthesizing Anyone, Anywhere, in Any PoseIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Håkon Hukkelås
Frank Lindseth
291
6
0
06 Apr 2023
PopulAtion Parameter Averaging (PAPA)
PopulAtion Parameter Averaging (PAPA)
Alexia Jolicoeur-Martineau
Emy Gervais
Kilian Fatras
Yan Zhang
Damien Scieur
MoMe
625
25
0
06 Apr 2023
Exploiting Unlabelled Photos for Stronger Fine-Grained SBIR
Exploiting Unlabelled Photos for Stronger Fine-Grained SBIRComputer Vision and Pattern Recognition (CVPR), 2023
Aneeshan Sain
A. Bhunia
Subhadeep Koley
Pinaki Nath Chowdhury
Soumitri Chattopadhyay
Tao Xiang
Yi-Zhe Song
311
28
0
24 Mar 2023
AptSim2Real: Approximately-Paired Sim-to-Real Image Translation
AptSim2Real: Approximately-Paired Sim-to-Real Image Translation
Cha Zhang
A. Shrivastava
DiffM
234
3
0
09 Mar 2023
Multi-scale Feature Alignment for Continual Learning of Unlabeled
  Domains
Multi-scale Feature Alignment for Continual Learning of Unlabeled DomainsIEEE Transactions on Medical Imaging (TMI), 2023
Kevin Thandiackal
Luigi Piccinelli
Pushpak Pati
O. Goksel
CLLOODMedIm
327
12
0
02 Feb 2023
GANalyzer: Analysis and Manipulation of GANs Latent Space for
  Controllable Face Synthesis
GANalyzer: Analysis and Manipulation of GANs Latent Space for Controllable Face Synthesis
A. P. Fard
Mohammad H. Mahoor
S. Lamer
Timothy D. Sweeny
GANCVBM
219
4
0
02 Feb 2023
Generative appearance replay for continual unsupervised domain
  adaptation
Generative appearance replay for continual unsupervised domain adaptation
Boqi Chen
Kevin Thandiackal
Pushpak Pati
O. Goksel
CLLMedIm
444
20
0
03 Jan 2023
Mitigating Artifacts in Real-World Video Super-Resolution Models
Mitigating Artifacts in Real-World Video Super-Resolution ModelsAAAI Conference on Artificial Intelligence (AAAI), 2022
Liangbin Xie
Xintao Wang
Shu Shi
Jinjin Gu
Chao Dong
Ying Shan
279
41
0
14 Dec 2022
Robust One-Shot Singing Voice Conversion
Robust One-Shot Singing Voice Conversion
Naoya Takahashi
M. Singh
Yuki Mitsufuji
DiffM
312
9
0
20 Oct 2022
Differentially Private Diffusion Models
Differentially Private Diffusion Models
Tim Dockhorn
Tianshi Cao
Arash Vahdat
Karsten Kreis
DiffM
622
141
0
18 Oct 2022
Collecting The Puzzle Pieces: Disentangled Self-Driven Human Pose
  Transfer by Permuting Textures
Collecting The Puzzle Pieces: Disentangled Self-Driven Human Pose Transfer by Permuting TexturesIEEE International Conference on Computer Vision (ICCV), 2022
Nannan Li
Kevin J. Shih
Bryan A. Plummer
242
9
0
04 Oct 2022
Segmentation-guided Domain Adaptation and Data Harmonization of
  Multi-device Retinal Optical Coherence Tomography using Cycle-Consistent
  Generative Adversarial Networks
Segmentation-guided Domain Adaptation and Data Harmonization of Multi-device Retinal Optical Coherence Tomography using Cycle-Consistent Generative Adversarial Networks
Shuo Chen
Da Ma
Sieun Lee
T. Yu
Gavin Xu
Donghuan Lu
K. Popuri
M. Ju
M. Sarunic
M. Beg
MedIm
264
15
0
31 Aug 2022
SDF-StyleGAN: Implicit SDF-Based StyleGAN for 3D Shape Generation
SDF-StyleGAN: Implicit SDF-Based StyleGAN for 3D Shape Generation
Xin-Yang Zheng
Yang Liu
Peng-Shuai Wang
Xin Tong
225
117
0
24 Jun 2022
First-Order Algorithms for Min-Max Optimization in Geodesic Metric
  Spaces
First-Order Algorithms for Min-Max Optimization in Geodesic Metric SpacesNeural Information Processing Systems (NeurIPS), 2022
Sai Li
Tianyi Lin
Emmanouil-Vasileios Vlatakis-Gkaragkounis
311
22
0
04 Jun 2022
Causal Transformer for Estimating Counterfactual Outcomes
Causal Transformer for Estimating Counterfactual OutcomesInternational Conference on Machine Learning (ICML), 2022
Valentyn Melnychuk
Dennis Frauen
Stefan Feuerriegel
CML
305
139
0
14 Apr 2022
Overcoming challenges in leveraging GANs for few-shot data augmentation
Overcoming challenges in leveraging GANs for few-shot data augmentation
Christopher Beckham
I. Laradji
Pau Rodríguez López
David Vazquez
Derek Nowrouzezahrai
C. Pal
212
1
0
30 Mar 2022
Don't Be So Dense: Sparse-to-Sparse GAN Training Without Sacrificing
  Performance
Don't Be So Dense: Sparse-to-Sparse GAN Training Without Sacrificing PerformanceInternational Journal of Computer Vision (IJCV), 2022
Shiwei Liu
Yuesong Tian
Tianlong Chen
Li Shen
345
14
0
05 Mar 2022
What You See is Not What the Network Infers: Detecting Adversarial
  Examples Based on Semantic Contradiction
What You See is Not What the Network Infers: Detecting Adversarial Examples Based on Semantic ContradictionNetwork and Distributed System Security Symposium (NDSS), 2022
Yijun Yang
Ruiyuan Gao
Yu Li
Qiuxia Lai
Qiang Xu
GANAAML
285
27
0
24 Jan 2022
Realistic Full-Body Anonymization with Surface-Guided GANs
Realistic Full-Body Anonymization with Surface-Guided GANsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Håkon Hukkelås
Morten Smebye
Rudolf Mester
Frank Lindseth
3DHPICV
244
24
0
06 Jan 2022
Multimodal Adversarially Learned Inference with Factorized
  Discriminators
Multimodal Adversarially Learned Inference with Factorized DiscriminatorsAAAI Conference on Artificial Intelligence (AAAI), 2021
Wenxue Chen
Jianke Zhu
185
3
0
20 Dec 2021
The Internet of Federated Things (IoFT): A Vision for the Future and
  In-depth Survey of Data-driven Approaches for Federated Learning
The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated LearningIEEE Access (IEEE Access), 2021
Raed Al Kontar
Naichen Shi
Xubo Yue
Seokhyun Chung
E. Byon
...
Chinedum Okwudire
Garvesh Raskutti
R. Saigal
Karandeep Singh
Ye Zhisheng
FedML
354
63
0
09 Nov 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training
Rebooting ACGAN: Auxiliary Classifier GANs with Stable TrainingNeural Information Processing Systems (NeurIPS), 2021
Minguk Kang
Woohyeon Shim
Minsu Cho
Jaesik Park
GAN
392
139
0
01 Nov 2021
A Unified View of cGANs with and without Classifiers
A Unified View of cGANs with and without ClassifiersNeural Information Processing Systems (NeurIPS), 2021
Si-An Chen
Chun-Liang Li
Hsuan-Tien Lin
GAN
211
12
0
01 Nov 2021
Assessments of epistemic uncertainty using Gaussian stochastic weight
  averaging for fluid-flow regression
Assessments of epistemic uncertainty using Gaussian stochastic weight averaging for fluid-flow regression
Masaki Morimoto
Kai Fukami
R. Maulik
Ricardo Vinuesa
K. Fukagata
UQCV
234
42
0
16 Sep 2021
MSGDD-cGAN: Multi-Scale Gradients Dual Discriminator Conditional
  Generative Adversarial Network
MSGDD-cGAN: Multi-Scale Gradients Dual Discriminator Conditional Generative Adversarial Network
M. Naderi
Zahra Nabizadeh
N. Karimi
S. Shirani
S. Samavi
198
2
0
12 Sep 2021
Constants of Motion: The Antidote to Chaos in Optimization and Game
  Dynamics
Constants of Motion: The Antidote to Chaos in Optimization and Game Dynamics
Georgios Piliouras
Xiao Wang
238
0
0
08 Sep 2021
Tom: Leveraging trend of the observed gradients for faster convergence
Tom: Leveraging trend of the observed gradients for faster convergence
Anirudh Maiya
Inumella Sricharan
Anshuman Pandey
S. SrinivasK.
ODL
101
0
0
07 Sep 2021
Disentangled Lifespan Face Synthesis
Disentangled Lifespan Face SynthesisIEEE International Conference on Computer Vision (ICCV), 2021
Sen He
Wentong Liao
M. Yang
Yi-Zhe Song
Bodo Rosenhahn
Tao Xiang
CVBM
239
31
0
05 Aug 2021
CCVS: Context-aware Controllable Video Synthesis
CCVS: Context-aware Controllable Video SynthesisNeural Information Processing Systems (NeurIPS), 2021
G. L. Moing
Jean Ponce
Cordelia Schmid
394
95
0
16 Jul 2021
Iterative Methods for Private Synthetic Data: Unifying Framework and New
  Methods
Iterative Methods for Private Synthetic Data: Unifying Framework and New MethodsNeural Information Processing Systems (NeurIPS), 2021
Terrance Liu
G. Vietri
Zhiwei Steven Wu
SyDa
293
76
0
14 Jun 2021
Generative Feature-driven Image Replay for Continual Learning
Generative Feature-driven Image Replay for Continual LearningImage and Vision Computing (IVC), 2021
Kevin Thandiackal
Tiziano Portenier
Andrea Giovannini
M. Gabrani
O. Goksel
CLLVLMDiffM
252
13
0
09 Jun 2021
Training Domain-invariant Object Detector Faster with Feature Replay and
  Slow Learner
Training Domain-invariant Object Detector Faster with Feature Replay and Slow Learner
Chaehyeon Lee
Junghoon Seo
Heechul Jung
137
3
0
31 May 2021
Efficient and Accurate Gradients for Neural SDEs
Efficient and Accurate Gradients for Neural SDEsNeural Information Processing Systems (NeurIPS), 2021
Patrick Kidger
James Foster
Xuechen Li
Terry Lyons
DiffM
566
91
0
27 May 2021
MR-Contrast-Aware Image-to-Image Translations with Generative
  Adversarial Networks
MR-Contrast-Aware Image-to-Image Translations with Generative Adversarial NetworksInternational Journal of Computer Assisted Radiology and Surgery (IJCARS), 2021
Jonas Denck
J. Guehring
Andreas Maier
E. Rothgang
GANMedIm
168
30
0
03 Apr 2021
LIFT-SLAM: a deep-learning feature-based monocular visual SLAM method
LIFT-SLAM: a deep-learning feature-based monocular visual SLAM methodNeurocomputing (Neurocomputing), 2020
H. M. S. Bruno
Esther L. Colombini
317
3
0
31 Mar 2021
CAMPARI: Camera-Aware Decomposed Generative Neural Radiance Fields
CAMPARI: Camera-Aware Decomposed Generative Neural Radiance FieldsInternational Conference on 3D Vision (3DV), 2021
Michael Niemeyer
Andreas Geiger
VGen3DH
281
67
0
31 Mar 2021
High-Fidelity and Arbitrary Face Editing
High-Fidelity and Arbitrary Face EditingComputer Vision and Pattern Recognition (CVPR), 2021
Yue Gao
Fangyun Wei
Jianmin Bao
Shuyang Gu
Dong Chen
Fang Wen
Zheng Lian
CVBM
201
84
0
29 Mar 2021
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